Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 193 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 16.0 KiB |
| Average record size in memory | 84.7 B |
Variable types
| Numeric | 11 |
|---|
population is highly correlated with GDP_constant_2010_USD and 4 other fields | High correlation |
GDP_constant_2010_USD is highly correlated with population and 6 other fields | High correlation |
land_area_km_sq is highly correlated with population and 2 other fields | High correlation |
population_% is highly correlated with population and 4 other fields | High correlation |
GDP_% is highly correlated with population and 6 other fields | High correlation |
land_area_% is highly correlated with population and 2 other fields | High correlation |
CC.EST is highly correlated with GDP_constant_2010_USD and 5 other fields | High correlation |
GE.EST is highly correlated with GDP_constant_2010_USD and 5 other fields | High correlation |
PV.EST is highly correlated with CC.EST and 3 other fields | High correlation |
RQ.EST is highly correlated with GDP_constant_2010_USD and 5 other fields | High correlation |
VA.EST is highly correlated with GDP_constant_2010_USD and 5 other fields | High correlation |
population is highly correlated with GDP_constant_2010_USD and 2 other fields | High correlation |
GDP_constant_2010_USD is highly correlated with population and 3 other fields | High correlation |
land_area_km_sq is highly correlated with land_area_% | High correlation |
population_% is highly correlated with population and 2 other fields | High correlation |
GDP_% is highly correlated with population and 3 other fields | High correlation |
land_area_% is highly correlated with land_area_km_sq | High correlation |
CC.EST is highly correlated with GE.EST and 3 other fields | High correlation |
GE.EST is highly correlated with GDP_constant_2010_USD and 5 other fields | High correlation |
PV.EST is highly correlated with CC.EST and 3 other fields | High correlation |
RQ.EST is highly correlated with CC.EST and 3 other fields | High correlation |
VA.EST is highly correlated with CC.EST and 3 other fields | High correlation |
population is highly correlated with land_area_km_sq and 2 other fields | High correlation |
GDP_constant_2010_USD is highly correlated with GDP_% | High correlation |
land_area_km_sq is highly correlated with population and 2 other fields | High correlation |
population_% is highly correlated with population and 2 other fields | High correlation |
GDP_% is highly correlated with GDP_constant_2010_USD | High correlation |
land_area_% is highly correlated with population and 2 other fields | High correlation |
CC.EST is highly correlated with GE.EST and 2 other fields | High correlation |
GE.EST is highly correlated with CC.EST and 2 other fields | High correlation |
RQ.EST is highly correlated with CC.EST and 2 other fields | High correlation |
VA.EST is highly correlated with CC.EST and 2 other fields | High correlation |
population is highly correlated with GDP_constant_2010_USD and 7 other fields | High correlation |
GDP_constant_2010_USD is highly correlated with population and 6 other fields | High correlation |
land_area_km_sq is highly correlated with population and 8 other fields | High correlation |
population_% is highly correlated with population and 8 other fields | High correlation |
GDP_% is highly correlated with population and 8 other fields | High correlation |
land_area_% is highly correlated with population and 9 other fields | High correlation |
CC.EST is highly correlated with GDP_constant_2010_USD and 7 other fields | High correlation |
GE.EST is highly correlated with GDP_constant_2010_USD and 7 other fields | High correlation |
PV.EST is highly correlated with population and 7 other fields | High correlation |
RQ.EST is highly correlated with population and 8 other fields | High correlation |
VA.EST is highly correlated with population and 8 other fields | High correlation |
population has unique values | Unique |
GDP_constant_2010_USD has unique values | Unique |
population_% has unique values | Unique |
GDP_% has unique values | Unique |
land_area_% has unique values | Unique |
CC.EST has unique values | Unique |
GE.EST has unique values | Unique |
PV.EST has unique values | Unique |
RQ.EST has unique values | Unique |
VA.EST has unique values | Unique |
Reproduction
| Analysis started | 2023-01-05 14:02:46.483680 |
|---|---|
| Analysis finished | 2023-01-05 14:02:53.383022 |
| Duration | 6.9 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
population
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 193 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27271809.02 |
| Minimum | 423196 |
|---|---|
| Maximum | 127540423 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 423196 |
|---|---|
| 5-th percentile | 2381023 |
| Q1 | 7995062 |
| median | 15577894 |
| Q3 | 43847430 |
| 95-th percentile | 77034109.8 |
| Maximum | 127540423 |
| Range | 127117227 |
| Interquartile range (IQR) | 35852368 |
Descriptive statistics
| Standard deviation | 26518943.34 |
|---|---|
| Coefficient of variation (CV) | 0.9723939957 |
| Kurtosis | 1.330292092 |
| Mean | 27271809.02 |
| Median Absolute Deviation (MAD) | 11938302 |
| Skewness | 1.30889498 |
| Sum | 5263459140 |
| Variance | 7.032543558 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11403248 | 1 | 0.5% |
| 10709973 | 1 | 0.5% |
| 22619004 | 1 | 0.5% |
| 59539717 | 1 | 0.5% |
| 9817958 | 1 | 0.5% |
| 1362550 | 1 | 0.5% |
| 9730146 | 1 | 0.5% |
| 62704897 | 1 | 0.5% |
| 3719300 | 1 | 0.5% |
| 2924816 | 1 | 0.5% |
| Other values (183) | 183 |
| Value | Count | Frequency (%) |
| 423196 | 1 | |
| 1135062 | 1 | |
| 1316481 | 1 | |
| 1322696 | 1 | |
| 1337090 | 1 | |
| 1362550 | 1 | |
| 1396985 | 1 | |
| 1756817 | 1 | |
| 2034819 | 1 | |
| 2109568 | 1 |
| Value | Count | Frequency (%) |
| 127540423 | 1 | |
| 120828307 | 1 | |
| 102403196 | 1 | |
| 101719673 | 1 | |
| 95688681 | 1 | |
| 95687452 | 1 | |
| 92444183 | 1 | |
| 87813257 | 1 | |
| 80953881 | 1 | |
| 79512426 | 1 |
GDP_constant_2010_USD
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 193 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.735368762 × 1011 |
| Minimum | 1444065193 |
|---|---|
| Maximum | 2.81053 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 1444065193 |
|---|---|
| 5-th percentile | 4663192663 |
| Q1 | 2.619918998 × 1010 |
| median | 1.09983 × 1011 |
| Q3 | 3.66899 × 1011 |
| 95-th percentile | 2.079564 × 1012 |
| Maximum | 2.81053 × 1012 |
| Range | 2.809085935 × 1012 |
| Interquartile range (IQR) | 3.4069981 × 1011 |
Descriptive statistics
| Standard deviation | 6.288656301 × 1011 |
|---|---|
| Coefficient of variation (CV) | 1.683543634 |
| Kurtosis | 5.254488877 |
| Mean | 3.735368762 × 1011 |
| Median Absolute Deviation (MAD) | 9.671150574 × 1010 |
| Skewness | 2.417499193 |
| Sum | 7.20926171 × 1013 |
| Variance | 3.954719807 × 1023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.863909459 × 1010 | 1 | 0.5% |
| 4.81481 × 1011 | 1 | 0.5% |
| 1.15715 × 1011 | 1 | 0.5% |
| 2.07706 × 1012 | 1 | 0.5% |
| 1.47183 × 1011 | 1 | 0.5% |
| 1.818513502 × 1010 | 1 | 0.5% |
| 3.678614251 × 1010 | 1 | 0.5% |
| 2.50689 × 1012 | 1 | 0.5% |
| 1.518961435 × 1010 | 1 | 0.5% |
| 1.150199867 × 1010 | 1 | 0.5% |
| Other values (183) | 183 |
| Value | Count | Frequency (%) |
| 1444065193 | 1 | |
| 1910000000 | 1 | |
| 2145531909 | 1 | |
| 2297241392 | 1 | |
| 3205083428 | 1 | |
| 3409880891 | 1 | |
| 3524173902 | 1 | |
| 3554362204 | 1 | |
| 3759832629 | 1 | |
| 4635073216 | 1 |
| Value | Count | Frequency (%) |
| 2.81053 × 1012 | 1 | |
| 2.75379 × 1012 | 1 | |
| 2.70681 × 1012 | 1 | |
| 2.67448 × 1012 | 1 | |
| 2.50689 × 1012 | 1 | |
| 2.50542 × 1012 | 1 | |
| 2.34648 × 1012 | 1 | |
| 2.21102 × 1012 | 1 | |
| 2.09521 × 1012 | 1 | |
| 2.08332 × 1012 | 1 |
land_area_km_sq
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 100 |
|---|---|
| Distinct (%) | 51.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 543535.0207 |
| Minimum | 1050 |
|---|---|
| Maximum | 7682300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 900.0 B |
Quantile statistics
| Minimum | 1050 |
|---|---|
| 5-th percentile | 21640 |
| Q1 | 69490 |
| median | 229520 |
| Q3 | 547566 |
| 95-th percentile | 2699700 |
| Maximum | 7682300 |
| Range | 7681250 |
| Interquartile range (IQR) | 478076 |
Descriptive statistics
| Standard deviation | 989768.9048 |
|---|---|
| Coefficient of variation (CV) | 1.820984605 |
| Kurtosis | 27.52914833 |
| Mean | 543535.0207 |
| Median Absolute Deviation (MAD) | 196590 |
| Skewness | 4.573542027 |
| Sum | 104902259 |
| Variance | 9.796424849 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2699700 | 6 | 3.1% |
| 2736690 | 5 | 2.6% |
| 446300 | 5 | 2.6% |
| 21640 | 5 | 2.6% |
| 569140 | 5 | 2.6% |
| 42390 | 5 | 2.6% |
| 1943950 | 4 | 2.1% |
| 472710 | 4 | 2.1% |
| 28470 | 4 | 2.1% |
| 30280 | 4 | 2.1% |
| Other values (90) | 146 |
| Value | Count | Frequency (%) |
| 1050 | 1 | 0.5% |
| 5270 | 1 | 0.5% |
| 9240 | 1 | 0.5% |
| 10830 | 3 | |
| 11610 | 1 | 0.5% |
| 21640 | 5 | |
| 25430 | 1 | 0.5% |
| 25680 | 2 | 1.0% |
| 28470 | 4 | |
| 30280 | 4 |
| Value | Count | Frequency (%) |
| 7682300 | 2 | 1.0% |
| 2736690 | 5 | |
| 2699700 | 6 | |
| 1943950 | 4 | |
| 1109500 | 4 | |
| 1000000 | 4 | |
| 995450 | 4 | |
| 882050 | 3 | |
| 786380 | 2 | 1.0% |
| 769630 | 3 |
population_%
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 193 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004089144504 |
| Minimum | 5.637205473 × 10-5 |
|---|---|
| Maximum | 0.01698909183 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 5.637205473 × 10-5 |
|---|---|
| 5-th percentile | 0.000363100301 |
| Q1 | 0.001138521132 |
| median | 0.002441875759 |
| Q3 | 0.006480905299 |
| 95-th percentile | 0.01166147313 |
| Maximum | 0.01698909183 |
| Range | 0.01693271978 |
| Interquartile range (IQR) | 0.005342384167 |
Descriptive statistics
| Standard deviation | 0.003904629065 |
|---|---|
| Coefficient of variation (CV) | 0.9548767626 |
| Kurtosis | 0.9512212337 |
| Mean | 0.004089144504 |
| Median Absolute Deviation (MAD) | 0.001814551456 |
| Skewness | 1.223473731 |
| Sum | 0.7892048892 |
| Variance | 1.524612814 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.001518975889 | 1 | 0.5% |
| 0.00158647382 | 1 | 0.5% |
| 0.003900869252 | 1 | 0.5% |
| 0.008366213949 | 1 | 0.5% |
| 0.001307806467 | 1 | 0.5% |
| 0.0002120631394 | 1 | 0.5% |
| 0.00151437034 | 1 | 0.5% |
| 0.009759199525 | 1 | 0.5% |
| 0.0004954313915 | 1 | 0.5% |
| 0.0003896017156 | 1 | 0.5% |
| Other values (183) | 183 |
| Value | Count | Frequency (%) |
| 5.637205473 × 10-5 | 1 | |
| 0.000159493058 | 1 | |
| 0.0001753625719 | 1 | |
| 0.0001858584199 | 1 | |
| 0.0001980638308 | 1 | |
| 0.0002120631394 | 1 | |
| 0.0002291957489 | 1 | |
| 0.0002468588638 | 1 | |
| 0.000296425615 | 1 | |
| 0.0003338417124 | 1 |
| Value | Count | Frequency (%) |
| 0.01698909183 | 1 | |
| 0.01697817051 | 1 | |
| 0.01668859482 | 1 | |
| 0.0165022403 | 1 | |
| 0.01364067375 | 1 | |
| 0.0129897798 | 1 | |
| 0.01274626311 | 1 | |
| 0.01233906597 | 1 | |
| 0.01199174011 | 1 | |
| 0.01173220957 | 1 |
| Distinct | 193 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.006138297074 |
| Minimum | 2.969087104 × 10-5 |
|---|---|
| Maximum | 0.04705420302 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 2.969087104 × 10-5 |
|---|---|
| 5-th percentile | 8.395039538 × 10-5 |
| Q1 | 0.0004846231143 |
| median | 0.001902277875 |
| Q3 | 0.006366334483 |
| 95-th percentile | 0.03489236416 |
| Maximum | 0.04705420302 |
| Range | 0.04702451215 |
| Interquartile range (IQR) | 0.005881711369 |
Descriptive statistics
| Standard deviation | 0.01035162526 |
|---|---|
| Coefficient of variation (CV) | 1.686400175 |
| Kurtosis | 5.61102679 |
| Mean | 0.006138297074 |
| Median Absolute Deviation (MAD) | 0.001620243898 |
| Skewness | 2.467149028 |
| Sum | 1.184691335 |
| Variance | 0.0001071561455 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0006286396764 | 1 | 0.5% |
| 0.007496799999 | 1 | 0.5% |
| 0.002641451644 | 1 | 0.5% |
| 0.02971910316 | 1 | 0.5% |
| 0.001902277875 | 1 | 0.5% |
| 0.0003252537069 | 1 | 0.5% |
| 0.0006579455801 | 1 | 0.5% |
| 0.04483746006 | 1 | 0.5% |
| 0.0001963193256 | 1 | 0.5% |
| 0.0001486584563 | 1 | 0.5% |
| Other values (183) | 183 |
| Value | Count | Frequency (%) |
| 2.969087104 × 10-5 | 1 | |
| 3.296399238 × 10-5 | 1 | |
| 3.837432088 × 10-5 | 1 | |
| 4.359998824 × 10-5 | 1 | |
| 6.401400119 × 10-5 | 1 | |
| 7.038708272 × 10-5 | 1 | |
| 7.289915905 × 10-5 | 1 | |
| 7.783809778 × 10-5 | 1 | |
| 7.946879576 × 10-5 | 1 | |
| 8.113620435 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 0.04705420302 | 1 | |
| 0.04686541767 | 1 | |
| 0.04483746006 | 1 | |
| 0.04314800931 | 1 | |
| 0.04184689056 | 1 | |
| 0.04164243586 | 1 | |
| 0.03901012222 | 1 | |
| 0.03872972645 | 1 | |
| 0.03632490869 | 1 | |
| 0.03559156824 | 1 |
land_area_%
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 193 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004166567797 |
| Minimum | 8.010714827 × 10-6 |
|---|---|
| Maximum | 0.0586102043 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 8.010714827 × 10-6 |
|---|---|
| 5-th percentile | 0.0001674664493 |
| Q1 | 0.0005377720976 |
| median | 0.001751065969 |
| Q3 | 0.004237325189 |
| 95-th percentile | 0.02066399999 |
| Maximum | 0.0586102043 |
| Range | 0.05860219359 |
| Interquartile range (IQR) | 0.003699553091 |
Descriptive statistics
| Standard deviation | 0.007553740985 |
|---|---|
| Coefficient of variation (CV) | 1.812940855 |
| Kurtosis | 27.06748635 |
| Mean | 0.004166567797 |
| Median Absolute Deviation (MAD) | 0.001499834694 |
| Skewness | 4.533740153 |
| Sum | 0.8041475849 |
| Variance | 5.705900287 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.001186290453 | 1 | 0.5% |
| 0.0002343248406 | 1 | 0.5% |
| 0.001751065969 | 1 | 0.5% |
| 0.00222899325 | 1 | 0.5% |
| 0.0006912646415 | 1 | 0.5% |
| 0.0003280494922 | 1 | 0.5% |
| 0.00156951445 | 1 | 0.5% |
| 0.004237534237 | 1 | 0.5% |
| 0.0005306084164 | 1 | 0.5% |
| 0.0002173898635 | 1 | 0.5% |
| Other values (183) | 183 |
| Value | Count | Frequency (%) |
| 8.010714827 × 10-6 | 1 | |
| 4.024041379 × 10-5 | 1 | |
| 7.002073038 × 10-5 | 1 | |
| 8.206975217 × 10-5 | 1 | |
| 8.26248015 × 10-5 | 1 | |
| 8.380904965 × 10-5 | 1 | |
| 8.798059304 × 10-5 | 1 | |
| 0.000165097018 | 1 | |
| 0.0001652376764 | 1 | |
| 0.0001674633273 | 1 |
| Value | Count | Frequency (%) |
| 0.0586102043 | 1 | |
| 0.05821647803 | 1 | |
| 0.02117881021 | 1 | |
| 0.02117815218 | 1 | |
| 0.02099214163 | 1 | |
| 0.02089668653 | 1 | |
| 0.02089255047 | 1 | |
| 0.02089190132 | 1 | |
| 0.02087889825 | 1 | |
| 0.02073863989 | 1 |
| Distinct | 193 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.006075026477 |
| Minimum | -1.527264118 |
|---|---|
| Maximum | 2.211410761 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 110 |
| Negative (%) | 57.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | -1.527264118 |
|---|---|
| 5-th percentile | -1.259118152 |
| Q1 | -0.752358675 |
| median | -0.2335734367 |
| Q3 | 0.6832193732 |
| 95-th percentile | 1.739721608 |
| Maximum | 2.211410761 |
| Range | 3.738674879 |
| Interquartile range (IQR) | 1.435578048 |
Descriptive statistics
| Standard deviation | 0.9571424146 |
|---|---|
| Coefficient of variation (CV) | -157.5536203 |
| Kurtosis | -0.6927307493 |
| Mean | -0.006075026477 |
| Median Absolute Deviation (MAD) | 0.64142102 |
| Skewness | 0.5518472929 |
| Sum | -1.17248011 |
| Variance | 0.9161216018 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.137761429 | 1 | 0.5% |
| 1.36263752 | 1 | 0.5% |
| -0.4460426867 | 1 | 0.5% |
| 0.1720106453 | 1 | 0.5% |
| 0.09987419844 | 1 | 0.5% |
| 0.9828468561 | 1 | 0.5% |
| -0.7592925429 | 1 | 0.5% |
| 1.311163783 | 1 | 0.5% |
| 0.7464626431 | 1 | 0.5% |
| -0.6377490759 | 1 | 0.5% |
| Other values (183) | 183 |
| Value | Count | Frequency (%) |
| -1.527264118 | 1 | |
| -1.518466353 | 1 | |
| -1.385844946 | 1 | |
| -1.350344896 | 1 | |
| -1.32529211 | 1 | |
| -1.292382717 | 1 | |
| -1.287028551 | 1 | |
| -1.280341625 | 1 | |
| -1.27243948 | 1 | |
| -1.260349035 | 1 |
| Value | Count | Frequency (%) |
| 2.211410761 | 1 | |
| 2.206872463 | 1 | |
| 2.173986197 | 1 | |
| 2.072457314 | 1 | |
| 2.026624441 | 1 | |
| 1.977507234 | 1 | |
| 1.890425801 | 1 | |
| 1.877355814 | 1 | |
| 1.828758121 | 1 | |
| 1.751058698 | 1 |
| Distinct | 193 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1430007275 |
| Minimum | -2.025118113 |
|---|---|
| Maximum | 1.94633615 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 96 |
| Negative (%) | 49.7% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | -2.025118113 |
|---|---|
| 5-th percentile | -1.178235483 |
| Q1 | -0.6200786233 |
| median | 0.0002336448088 |
| Q3 | 0.908039093 |
| 95-th percentile | 1.701452947 |
| Maximum | 1.94633615 |
| Range | 3.971454263 |
| Interquartile range (IQR) | 1.528117716 |
Descriptive statistics
| Standard deviation | 0.925441407 |
|---|---|
| Coefficient of variation (CV) | 6.471585308 |
| Kurtosis | -0.854008612 |
| Mean | 0.1430007275 |
| Median Absolute Deviation (MAD) | 0.6875932271 |
| Skewness | 0.1640323227 |
| Sum | 27.5991404 |
| Variance | 0.8564417977 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.1732410342 | 1 | 0.5% |
| 1.380659461 | 1 | 0.5% |
| -0.2869338691 | 1 | 0.5% |
| 0.4472339749 | 1 | 0.5% |
| 0.4986137748 | 1 | 0.5% |
| 0.908039093 | 1 | 0.5% |
| -1.207640886 | 1 | 0.5% |
| 1.755186558 | 1 | 0.5% |
| 0.4585989714 | 1 | 0.5% |
| -0.2750930786 | 1 | 0.5% |
| Other values (183) | 183 |
| Value | Count | Frequency (%) |
| -2.025118113 | 1 | |
| -1.908453107 | 1 | |
| -1.747805834 | 1 | |
| -1.662423134 | 1 | |
| -1.455983877 | 1 | |
| -1.23660326 | 1 | |
| -1.207640886 | 1 | |
| -1.206501126 | 1 | |
| -1.20064342 | 1 | |
| -1.194943428 | 1 |
| Value | Count | Frequency (%) |
| 1.94633615 | 1 | |
| 1.921916842 | 1 | |
| 1.847265244 | 1 | |
| 1.843319774 | 1 | |
| 1.800564528 | 1 | |
| 1.771052599 | 1 | |
| 1.768822312 | 1 | |
| 1.755186558 | 1 | |
| 1.731649637 | 1 | |
| 1.724996448 | 1 |
| Distinct | 193 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.08530244362 |
| Minimum | -2.271226406 |
|---|---|
| Maximum | 1.456821561 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 96 |
| Negative (%) | 49.7% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | -2.271226406 |
|---|---|
| 5-th percentile | -1.444824624 |
| Q1 | -0.6624541879 |
| median | 0.008457476273 |
| Q3 | 0.547544241 |
| 95-th percentile | 1.128926396 |
| Maximum | 1.456821561 |
| Range | 3.728047967 |
| Interquartile range (IQR) | 1.209998429 |
Descriptive statistics
| Standard deviation | 0.8273302789 |
|---|---|
| Coefficient of variation (CV) | -9.698787558 |
| Kurtosis | -0.5666611049 |
| Mean | -0.08530244362 |
| Median Absolute Deviation (MAD) | 0.6181809958 |
| Skewness | -0.3199039023 |
| Sum | -16.46337162 |
| Variance | 0.6844753903 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.141326785 | 1 | 0.5% |
| 0.6205711961 | 1 | 0.5% |
| 0.5979667306 | 1 | 0.5% |
| 0.5082175136 | 1 | 0.5% |
| 0.6546786427 | 1 | 0.5% |
| 0.7039262056 | 1 | 0.5% |
| 0.1617668718 | 1 | 0.5% |
| 0.345115304 | 1 | 0.5% |
| -0.3132914901 | 1 | 0.5% |
| -0.6622638106 | 1 | 0.5% |
| Other values (183) | 183 |
| Value | Count | Frequency (%) |
| -2.271226406 | 1 | |
| -2.11674881 | 1 | |
| -2.009063005 | 1 | |
| -1.970720768 | 1 | |
| -1.853462338 | 1 | |
| -1.619813204 | 1 | |
| -1.570578575 | 1 | |
| -1.564271331 | 1 | |
| -1.530943632 | 1 | |
| -1.455516696 | 1 |
| Value | Count | Frequency (%) |
| 1.456821561 | 1 | |
| 1.412718773 | 1 | |
| 1.410462856 | 1 | |
| 1.39611268 | 1 | |
| 1.343453646 | 1 | |
| 1.339270592 | 1 | |
| 1.223598838 | 1 | |
| 1.154172063 | 1 | |
| 1.147758007 | 1 | |
| 1.129811168 | 1 |
| Distinct | 193 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1427874821 |
| Minimum | -2.526690006 |
|---|---|
| Maximum | 1.805724502 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 88 |
| Negative (%) | 45.6% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | -2.526690006 |
|---|---|
| 5-th percentile | -1.585124826 |
| Q1 | -0.4436825216 |
| median | 0.1417089403 |
| Q3 | 1.042177677 |
| 95-th percentile | 1.580911899 |
| Maximum | 1.805724502 |
| Range | 4.332414508 |
| Interquartile range (IQR) | 1.485860199 |
Descriptive statistics
| Standard deviation | 0.9868060147 |
|---|---|
| Coefficient of variation (CV) | 6.911012087 |
| Kurtosis | -0.5723187068 |
| Mean | 0.1427874821 |
| Median Absolute Deviation (MAD) | 0.7732278407 |
| Skewness | -0.3447287622 |
| Sum | 27.55798405 |
| Variance | 0.9737861106 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.4436825216 | 1 | 0.5% |
| 1.405670285 | 1 | 0.5% |
| 0.02611813322 | 1 | 0.5% |
| 0.7445783019 | 1 | 0.5% |
| 0.5996866822 | 1 | 0.5% |
| 1.225506902 | 1 | 0.5% |
| -1.190362096 | 1 | 0.5% |
| 1.21646452 | 1 | 0.5% |
| 0.8688669801 | 1 | 0.5% |
| 0.2144046426 | 1 | 0.5% |
| Other values (183) | 183 |
| Value | Count | Frequency (%) |
| -2.526690006 | 1 | |
| -2.271371841 | 1 | |
| -2.242905617 | 1 | |
| -2.185884476 | 1 | |
| -1.986445189 | 1 | |
| -1.776772618 | 1 | |
| -1.641464949 | 1 | |
| -1.627996325 | 1 | |
| -1.60239172 | 1 | |
| -1.591026902 | 1 |
| Value | Count | Frequency (%) |
| 1.805724502 | 1 | |
| 1.785267949 | 1 | |
| 1.778897166 | 1 | |
| 1.757630944 | 1 | |
| 1.737876177 | 1 | |
| 1.695028782 | 1 | |
| 1.677795053 | 1 | |
| 1.658712149 | 1 | |
| 1.635884047 | 1 | |
| 1.60645175 | 1 |
| Distinct | 193 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.002967606656 |
| Minimum | -2.240076303 |
|---|---|
| Maximum | 1.520166636 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 92 |
| Negative (%) | 47.7% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | -2.240076303 |
|---|---|
| 5-th percentile | -1.636005592 |
| Q1 | -0.906963706 |
| median | 0.1127453446 |
| Q3 | 0.9657084346 |
| 95-th percentile | 1.370710754 |
| Maximum | 1.520166636 |
| Range | 3.760242939 |
| Interquartile range (IQR) | 1.872672141 |
Descriptive statistics
| Standard deviation | 1.02571662 |
|---|---|
| Coefficient of variation (CV) | -345.6376598 |
| Kurtosis | -1.146464286 |
| Mean | -0.002967606656 |
| Median Absolute Deviation (MAD) | 0.9192784429 |
| Skewness | -0.2474297936 |
| Sum | -0.5727480846 |
| Variance | 1.052094584 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3037493229 | 1 | 0.5% |
| 1.324988484 | 1 | 0.5% |
| 0.2860233784 | 1 | 0.5% |
| 0.9168092608 | 1 | 0.5% |
| 0.4020539224 | 1 | 0.5% |
| 1.093419075 | 1 | 0.5% |
| -1.597364068 | 1 | 0.5% |
| 1.45645833 | 1 | 0.5% |
| 0.2952336371 | 1 | 0.5% |
| -0.5792423487 | 1 | 0.5% |
| Other values (183) | 183 |
| Value | Count | Frequency (%) |
| -2.240076303 | 1 | |
| -2.22634244 | 1 | |
| -2.06829834 | 1 | |
| -1.907014132 | 1 | |
| -1.886788964 | 1 | |
| -1.833386779 | 1 | |
| -1.800638914 | 1 | |
| -1.785588145 | 1 | |
| -1.78085947 | 1 | |
| -1.68945837 | 1 |
| Value | Count | Frequency (%) |
| 1.520166636 | 1 | |
| 1.518390656 | 1 | |
| 1.51769793 | 1 | |
| 1.499190331 | 1 | |
| 1.475651145 | 1 | |
| 1.45645833 | 1 | |
| 1.448950052 | 1 | |
| 1.440202951 | 1 | |
| 1.382436991 | 1 | |
| 1.37702024 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| population | GDP_constant_2010_USD | land_area_km_sq | population_% | GDP_% | land_area_% | CC.EST | GE.EST | PV.EST | RQ.EST | VA.EST | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 11403248.0 | 4.863909e+10 | 155360 | 0.001519 | 0.000629 | 0.001186 | -0.137761 | -0.173241 | -1.141327 | -0.443683 | 0.303749 |
| 1 | 8171966.0 | 3.598000e+11 | 82580 | 0.001272 | 0.006435 | 0.000639 | 2.026624 | 1.843320 | 1.089649 | 1.514103 | 1.475651 |
| 2 | 46881475.0 | 3.183030e+11 | 1109500 | 0.006588 | 0.004554 | 0.008408 | -0.422298 | 0.000234 | -1.401810 | 0.326595 | -0.063991 |
| 3 | 11266941.0 | 4.449707e+10 | 106410 | 0.001754 | 0.000796 | 0.000823 | 0.217612 | -0.467869 | 0.355422 | -1.602392 | -1.785588 |
| 4 | 31568179.0 | 3.306633e+11 | 882050 | 0.004205 | 0.004274 | 0.006735 | -1.350345 | -1.236603 | -1.024604 | -1.986445 | -1.135423 |
| 5 | 24335146.0 | 2.966076e+10 | 120410 | 0.003605 | 0.000462 | 0.000932 | -1.518466 | -2.025118 | 0.524418 | -2.185884 | -2.226342 |
| 6 | 10524117.0 | 2.297241e+09 | 25680 | 0.001402 | 0.000030 | 0.000196 | -1.260349 | -1.455984 | -1.970721 | -0.844684 | -1.555478 |
| 7 | 3198231.0 | 4.287289e+10 | 62675 | 0.000474 | 0.000668 | 0.000485 | 0.112552 | 0.561311 | 0.746765 | 1.042178 | 0.849656 |
| 8 | 4898400.0 | 3.205083e+09 | 191800 | 0.000804 | 0.000064 | 0.001491 | -1.007479 | -0.405963 | -0.182535 | -0.234089 | -1.094260 |
| 9 | 8763400.0 | 4.611390e+10 | 82627 | 0.001298 | 0.000718 | 0.000639 | -1.156654 | -0.784415 | -0.330350 | -0.367752 | -1.325132 |
Last rows
| population | GDP_constant_2010_USD | land_area_km_sq | population_% | GDP_% | land_area_% | CC.EST | GE.EST | PV.EST | RQ.EST | VA.EST | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 183 | 3639592.0 | 3.524174e+09 | 32880 | 0.000597 | 0.000070 | 0.000256 | -0.623196 | -0.535638 | -0.428261 | -0.137222 | -0.143778 |
| 184 | 66896109.0 | 2.810530e+12 | 547557 | 0.008911 | 0.036325 | 0.004181 | 1.364644 | 1.410836 | -0.095359 | 1.066853 | 1.136472 |
| 185 | 7995062.0 | 6.514177e+09 | 139960 | 0.001123 | 0.000093 | 0.001061 | -1.280342 | -0.934514 | -1.240860 | -1.011845 | -1.422404 |
| 186 | 64374990.0 | 2.674480e+12 | 547557 | 0.009536 | 0.041642 | 0.004237 | 1.395035 | 1.573471 | 0.543759 | 1.284253 | 1.304794 |
| 187 | 8734951.0 | 8.458801e+09 | 138786 | 0.001164 | 0.000109 | 0.001060 | -1.148092 | -1.041009 | -0.777760 | -1.102454 | -1.689458 |
| 188 | 5124573.0 | 1.694140e+11 | 304590 | 0.000884 | 0.003867 | 0.002324 | 2.206872 | 1.724996 | 1.412719 | 1.548161 | 1.517698 |
| 189 | 4586897.0 | 2.286620e+11 | 68890 | 0.000645 | 0.003272 | 0.000522 | 1.455700 | 1.538758 | 0.941073 | 1.563885 | 1.322521 |
| 190 | 8048600.0 | 1.314654e+10 | 82605 | 0.001320 | 0.000263 | 0.000642 | -1.292383 | -0.951395 | -0.829795 | -0.859867 | -0.906229 |
| 191 | 25864350.0 | 2.437855e+10 | 425400 | 0.004025 | 0.000436 | 0.003292 | -1.068812 | -1.194943 | -1.455517 | -1.581190 | -1.780859 |
| 192 | 8306500.0 | 1.958171e+10 | 82672 | 0.001293 | 0.000350 | 0.000640 | -1.180832 | -0.930401 | -1.059811 | -0.621019 | -1.056702 |